{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0facceb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function, division\n",
    "import os\n",
    "import torch\n",
    "import pandas as pd #用于更容易地进行csv解析\n",
    "from skimage import io, transform #用于图像的IO和变换\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision import transforms, utils\n",
    "# 忽略警告\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.ion() # interactive mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c1f5f6df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image name: person-7.jpg\n",
      "Landmarks shape: (68, 2)\n",
      "First 4 Landmarks: [[32. 65.]\n",
      " [33. 76.]\n",
      " [34. 86.]\n",
      " [34. 97.]]\n"
     ]
    }
   ],
   "source": [
    "landmarks_frame = pd.read_csv('D:/dataset/faces/face_landmarks.csv')\n",
    "n = 65\n",
    "img_name = landmarks_frame.iloc[n, 0]\n",
    "landmarks = landmarks_frame.iloc[n, 1:].values\n",
    "landmarks = landmarks.astype('float').reshape(-1, 2)\n",
    "print('Image name: {}'.format(img_name))\n",
    "print('Landmarks shape: {}'.format(landmarks.shape))\n",
    "print('First 4 Landmarks: {}'.format(landmarks[:4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9d9018cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_landmarks(image, landmarks):\n",
    "    \"\"\"显示带有地标的图片\"\"\"\n",
    "    plt.imshow(image)\n",
    "    plt.scatter(landmarks[:, 0], landmarks[:, 1], s=10, marker='.', c='r')\n",
    "    plt.pause(0.001) # pause a bit so that plots are updated\n",
    "    plt.figure()\n",
    "show_landmarks(io.imread(os.path.join('D:/dataset/faces/', img_name)),\n",
    "landmarks)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "907a20d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class FaceLandmarksDataset(Dataset):\n",
    "    \"\"\"面部标记数据集.\"\"\"\n",
    "    def __init__(self, csv_file, root_dir, transform=None):\n",
    "        \"\"\"\n",
    "        csv_file（string）：带注释的csv文件的路径。\n",
    "        root_dir（string）：包含所有图像的目录。\n",
    "        transform（callable， optional）：一个样本上的可用的可选变换\n",
    "        \"\"\"\n",
    "        self.landmarks_frame = pd.read_csv(csv_file)\n",
    "        self.root_dir = root_dir\n",
    "        self.transform = transform\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.landmarks_frame)\n",
    "    \n",
    "    def __getitem__(self, idx):\n",
    "        img_name = os.path.join(self.root_dir,\n",
    "        self.landmarks_frame.iloc[idx, 0])\n",
    "        image = io.imread(img_name)\n",
    "        landmarks = self.landmarks_frame.iloc[idx, 1:]\n",
    "        landmarks = np.array([landmarks])\n",
    "        landmarks = landmarks.astype('float').reshape(-1, 2)\n",
    "        sample = {'image': image, 'landmarks': landmarks}\n",
    "        if self.transform:\n",
    "            sample = self.transform(sample)\n",
    "        return sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "619941f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 (324, 215, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 (500, 333, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 (250, 258, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 (434, 290, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "face_dataset = FaceLandmarksDataset(csv_file='D:/dataset/faces/face_landmarks.csv',\n",
    "root_dir='D:/dataset/faces/')\n",
    "fig = plt.figure()\n",
    "for i in range(len(face_dataset)):\n",
    "    sample = face_dataset[i]\n",
    "    print(i, sample['image'].shape, sample['landmarks'].shape)\n",
    "    ax = plt.subplot(1, 4, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title('Sample #{}'.format(i))\n",
    "    ax.axis('off')\n",
    "    show_landmarks(**sample)\n",
    "    if i == 3:\n",
    "        plt.show()\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2ca4a156",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Rescale(object):\n",
    "    \"\"\"将样本中的图像重新缩放到给定大小。.\n",
    "    Args:\n",
    "    output_size（tuple或int）：所需的输出大小。 如果是元组，则输出为\n",
    "    与output_size匹配。 如果是int，则匹配较小的图像边缘到output_size保持纵横比相同。\n",
    "    \"\"\"\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple)),\" output_size需要是（tuple或int）\"\n",
    "        self.output_size = output_size\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "        h, w = image.shape[:2]\n",
    "        if isinstance(self.output_size, int):\n",
    "            if h > w:\n",
    "                new_h, new_w = self.output_size * h / w, self.output_size\n",
    "            else:\n",
    "                new_h, new_w = self.output_size, self.output_size * w / h\n",
    "        else:\n",
    "            new_h, new_w = self.output_size\n",
    "        new_h, new_w = int(new_h), int(new_w)\n",
    "        img = transform.resize(image, (new_h, new_w))\n",
    "        # h and w are swapped for landmarks because for images,\n",
    "        # x and y axes are axis 1 and 0 respectively\n",
    "        landmarks = landmarks * [new_w / w, new_h / h]\n",
    "        return {'image': img, 'landmarks': landmarks}\n",
    "    \n",
    "class RandomCrop(object):\n",
    "    \"\"\"随机裁剪样本中的图像.\n",
    "    Args:\n",
    "    output_size（tuple或int）：所需的输出大小。 如果是int，方形裁剪。\n",
    "    \"\"\"\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        if isinstance(output_size, int):\n",
    "            self.output_size = (output_size, output_size)\n",
    "        else:\n",
    "            assert len(output_size) == 2\n",
    "            self.output_size = output_size\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "        h, w = image.shape[:2]\n",
    "        new_h, new_w = self.output_size\n",
    "        top = np.random.randint(0, h - new_h)\n",
    "        left = np.random.randint(0, w - new_w)\n",
    "        image = image[top: top + new_h,\n",
    "        left: left + new_w]\n",
    "        landmarks = landmarks - [left, top]\n",
    "        return {'image': image, 'landmarks': landmarks}\n",
    "\n",
    "class ToTensor(object):\n",
    "    \"\"\"将样本中的ndarrays转换为Tensors.\"\"\"\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "        # 交换颜色轴因为\n",
    "        # numpy包的图片是: H * W * C\n",
    "        # torch包的图片是: C * H * W\n",
    "        image = image.transpose((2, 0, 1))\n",
    "        return {'image': torch.from_numpy(image),\n",
    "        'landmarks': torch.from_numpy(landmarks)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c27eb3b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZlqO0ISrxcDHdPQHPtCzZ3trm6aefYWdnRLfXx9iMSdlQD2uUVqDj7AQprWZlnpg8A8jvQl3TOIdWiqIoZhBLW8YKzpNlluCcHKUCk6CLtuqgdBsD2pQtWvFmzTTFV7VgeMnYXfAYrcmseMVplYyYgFIBFSO+KenkBmtyGic3zmi0w9ROAIXGYDNDWVUSHkQFUVHV4jldhLzTE09uPJmWrL9pBEvUCjqdDs7XxKDwLpB3CurGEbwjyxSNa5hOpsi2I7goSs+yZz2LqwEEqpFzpF6w8tCuW8bgYhQAk+jxwWN0hlYFkUCMDqVBxUhVlWzc2OLSpSs4FynLBnSgbgIhanTU6ChBekw1z9azgcAOLYanlMJqTZ7ndDoduXjOo4xggyqC8uJ1XXAoJBs0xsy20nY7zfIOnU4PYy3OR+q6wUeBSKJzWKXQRHzwFLkl0+CairKJuLIkt6AIWBMxsSTTFq80JioC0PgIyuNDBALbO5tEJOgPIaKjmpXQ2vMpW3YLo3iMMWRGk2eWIsshanx0NI3DuyFFlhNzLdungqYuiTEQCGBSvVopwl5aKn9HgUr2asa3vIeTbWf/gfrgQTVycY3cWVU5ZXdnyOXLzzHcHQpuhiLPCvLCSLWiEZS+jbEa52ZZabvaz2nB1baaAHLna62Tp1VopWWbSwYqMZ4hywTykLKaIc8ziQPriuHuDj446vGUbpETQ8ATsTpiraIwoIMkLq5qUMHRKazEjkYRPWhlICgywEfwVi50g8cn7K5papyXxCCzGdFmkGJJAGstVVWJZ4uRosgJrklbvJolQdEjIYOu6M11GA0betawsrxMOZ0yHU+Y78/h9wHt7fYpSV3775fKT2XdEganVMvWEC+kE6gaY0Pwnoh4laZq2NzY5NlnzrK7O8T5iM0CMWrQhqoWOKMN7FsjarfTNoMLIWCtnRlcG5O1GeWMzZG8nHOOSJwZW+vZjJEEp9PpEIh4VzMcjRmNdlHRo4PHeHk/ryJFt0OOxWiIviaEBlfVFEpTWEOeWzSSPSpCQoU0XgHa4IJsuVMfsEoTTZx5bpUQ/qIo5Dt6T4iRSSrFtRm0shaj1czzN3VDNAoIBAVN3aDRuMZhlGbQ67O1ucmgP2AwmLuJSRNjREVmHu/lkHlvCYNr6/JSD5QtKhAwRGLw1HVDUzvOPH2Grz/5da5fu0GMKp1sRVnWwrpQAuK2cURbCgrJ2FrGRWts+8tj7QVpmgatVLowhug92uyVnNoTHVIsZLXGaEU1LQkoppMx3jfo6MlRFEpDpml0RBuFNRlWRcmeK0/wgU43p1dkdAqDwlPFSAwKZQxOewKSBCktcZNXgRBqTFRYbYQsUFXkHZMAWYXzjuHuLs55Bv0+Rmt8glYGgwGgcCbMzoHEyIG6qpjvz+Od4/KlS6yuLdEddNjY3EApTb/fn71mdlOmG/blrFvD4GCWLOz3TCFIQb0qa7yLTMYTvAs0jRPPUuQ0Ps5KSIFIt9slz/NZZlg3zQy+MMak9w2ynaUKQ+vl2q2nPxiggMl4Ql2WcienQngbD7av0Qopa1WVxG5VRe1qjHIsDxZYnp9jXE6o3JS6RugMwWMzSxMUpRMPZWIkS+h9MFrKUQl3bAOkzOaoEGkmku0arbCZJQQhPoTgmUyns+8WYqTb7UiC4JwwcIKwWOrGyfdN2JlOdesWHloa9Anec/HiRUpXcujIEXZ3d+n3+zdtn0ppIv5lX+ZbxOAUPiTiYgwz/CkEj9aCk4/HEy5dvMy16zdwEWofiN6htE21PsGCrBUWRu0cVVnivJ9lncBsa22cw2gzi0mIgboUWpBJNcyqmlLVJSYBuVYJEdNHIARc9PgWUPaOqqlReDQBHRX9Tk6/Y6iqSGgi0UaCr2W7KyuqxhODJ88UWabJrIGoIYeaBh/l83S7fSmpWXasIetJaa1yXpg1MdBUlVQ1ghAJiiInBoFJjDEUeUEIGm0ylBNQHJSAw0BUChU1vglUdUPUis2tTYpuRq/XJYbAgQNrKLWX9beJRJSTO8PjXmzdIgYncUBEYAfJsEBZg3OB4WjE2bPnuHLlKjs7Q6K2FF3LpKzEIzbNrPRSVtVs+6xTaUrvw6C897OCeN7PAUVdVRC81DN9YLizi3M1TV1CrJEY21IGUNEQgsc3DSE6CIYQPSE4iB5FQ24NHZtRZBDcmEwHTFCEAEVhcRqmkyk6evpW0csVudUQJF506Rg1ikIbbFYwbWqc9xilZYvXEUWGD3KToTXBywWPqgXQASNZp9aaxnl6vR4mK1AuoLUBPCF6CFFYylFR145JWTGpalTtGI1GZJubLK0spzh7j/S6Z16Jo/jnxuDSNrdXoyNhaZGd7V2eeurrbG9v41MspZTGGoePsg3UTYNKeNt+ak+jNS6VtpyTbURwOSkHOecJ3qGilH4EIhBaUcdqiBlVU9E0NVPfoLVkpyHWBO8wZDR1hXcNeW4wAayBQWboWgPeUVhDPzNM6pJudyAXvCoJStPtdslixE1LojEJEtLYPMOoDGUMtujQjV2mdUXZNGidUzUN1iiKPMfHGh00McWaMXiJ92KkUxQzLh1Av9+Xc+39LHOXmExCBaNV8pCRxgXquuTa9U20zZmMK8qypigK9or0anatWrq81i+erd5CBiclkTj7f5gZxHA4QmuD9/IFdSpLGWvxdUrzlZz8brcLwHQ6pUnxWwtpZFkGtEVsT11VaCX3qUKA505hsUbTVJVUGzKLDhqjFJPoiSoRQ71HeUcMnoxIYRQda8g7GbnVDIqcQkm/QS/P6RU9yqamrEusAtMVFu9gMKCbWTpZJllvijVDiEQUKKHaR63Jc0Ne1RLDWoNuHEGBCxYXIjFqqjr1LiSKV8vda0OK9sb2+7JbSZZcqsIYlI4MR2POPHOWQ+trnDv/HCFqjp+4japqZoaaZanUllZbRf1zAPwiaPbzHvA+MJ1WbG5uMZ2UeCcG6NkjYzWphGRT1llV1WzrzLKMPMtwCZtrM03vfSoXRZRRWGOk5OQhs0JqjCpQGMvSoAd0mfrI1mTKqGqoygpVl3SUolvk9DodennGfK9Dv1NQZJYitwTvUVHo6ZnNKLodatdQ1w11Xe1R2ZEEQM/wPSWeNsgl9EA0Bm0ghgbXRHJrCDFivCezkk3HaDHaE5DfhRBkG06YZKfTmYUaLXtG4kIxGjHExCap5Jxtd8bUVc2Zp89x8OBhTp26nU4BxmicazC2RQQUMbQtAC++bgmD249Sy5KD9l4CciI45zHGkqPxylCW1Yz1YaxlMplgrKXX681ObLt1KARYbrNQrTU6Cs5ltaHbKcitkB6zQuPrmo6BuU6HQbeDAboevI9UjaP2jp6xrC8MOLC2yHy/x1y3y/rSouBpmUEZwQVjSjAMkU63Q9HpoLQQNJtGiJchRFRbMiP1VmSeQMSFQO0c08ahgkdF+U4uOECTWUvjAtoHPOKtcqNpEnboncNpNwPD296I6WSyR6dKBhOCVGxi1GilCIlvODc3R5FbLl+6ymg4Ym6uR+MagnegDNakMEN/g9f4hnVLGNxsxdh2KggWFgPVdELT1PR6Heq6oWoik8rh3ATnPDpBHVqJp+p2OqlTqcE1DdOmpkqI/KwGmIzOKMhyTZ4ZiszMvFvpwClFlhUEL8TP7UnFxs6IsppQEDl1cJ2T6wc4dHCFtdUl+t0O84M+OuXLKENVNylU8BACNjMYa1LPgRxDVU4pqxofwKcY03nZ3iZVTURhmwYfprjGoXzAlQ2Vj3hjCcqiTYHxRjLyFMcZa2clvsl0Is0wUerSznsa7/ExYI3BGi2ZfVURfJCuuczOMMzd3V0hKFjLF77wKG9688OsrM6TFy0zOUqmqzWEKKztF1m3iMHtxWWSQdpUC5V4wxrN/MI8Ec2NjZ1E9BO0OEqfH9ZKe2FI9Ov2tdLRJJ1Ymc1mEIJWUeIzAplRFLmRbSq9pmwc4xjYmlZMxhMaD8TAQp5z/MAKr3vVfZw6epjl5UX6/Z70RGTScCJUK4UPUs9tXCPIvZE2DZ1o2oSA60obX9O4GRulaRoa58iLrlCOphNQwqKpqgZXO6oQcAEaAnneQ1uNpiYQZ11vLUDbNE0CnaVdsnEOFJKAJSr6fvC2qR0xROlpNQGbwpAbNzb47Oc+z5FjB1k98CCg5bsKxwKFJuqISk7ghdYtYnB7SYM2moBgR5cuXmRjc4sbm1tMpjVVJc0qdd3MAOIQIwYlvLV0N7bVhLamaIwhs5bgJVhWSujZnTwj+KZNhzE6I6JpGs94PGVcVkzrClRkMe+wOtfj5MF13vDQq7ntthP0BwO6nX4qxSUuv+yhEMNeHNXGj0RCU6HbKoj3hDwjeKEMWWtnvLuqqqhdQDuHi9JN5ryn0ykwucFPHT56vAKdaTKtaUKDCiTsUs6n7BiCuYVQ72vUkSxd4ja/V3hH4UIgNMKQsUFoV0bLTjCejHn69BlOnjrB6soSJllQuzW3u8eLrVvC4MRADBEkoPY1jz/xBHXVsLs7YmNzm53dMdNpjVLZLPMEZl+uaRwQb0oMWiTdWrtncNZS5BkmOHKr0LklNDWhrqmjp/QR5TzHF5fo5TllVdIddDl6/BB3HDvB7UePsn5gFdOxqCyjU8xJq58Xr6qUcPYUflYfbjFCS8BVZsYfq6sAQcBcgWmyllEvVZeqljisyMUjxcB86HPgwCp+c4utskQrjWtKwcqjh+DR7BFG2zo0CDWrJSe0JcAZkbKtHiihOoXgqRuP1g5jGrqdnMFcn6ap+OpXH+fQ4UN8x9veOlMbaK9FW6N9sXVLGBwwc//Be5584uucPn2aQX+Bre1drl27gfMKHwCkAK+VvqlWGmPEGD1LyVvcDUXq/7QYHWcFcWu09Bho6XTKjKKqRBZisVtw96HDHJibQ+vIysE1jt55B8tLy2QpDsu7HZQ2GAXB1XjXSCOL1gS8MHi1RmkpmTV1g0JhM+k78M4JVqYk9smyPXAa5OJHhIdWpZptnlm6nYK1pUUa72mCZ+oiTTmFKM8PKVYNqe8UrfFIJ1wIrfdxqe/VpL5TZvhmRBGiZKsuCIU9hkhmBQEYDPrs7u7wqU99lpMnTnHHHcdvwt3aOvOLrVvC4FpX7L3n/IULPPnkEzQusHryAKNxSdHpYbyicZ66Elef5RkuESrbuvHMAJOxuXRRVbqj24QheIc24KqKoCKdzKARSXcbHUfW1jl59AAHlhcp5josHVhlcbCMLgpMt6DodjBKY5WC4HCCmFHXJekaEXwErSVJiKRegDArrktGaVBajosQ0Bqs1ShlUUq8hPcBW9fUSKG83+sRQ0U5GFA7z42doSQlkLLEdDJSYV3bbBbHShbazFoZ2zJfnlmssTSh7eBPFSut8T4QMtl5vHfMz89z9OhRLl68wEc/+nHm5t7NwYMHZt5tT3PlhdctYXCCuSlGuxOuXbnG8tIS6wcOsLy4yO7mFtuLy1zd2MYDXknpJrYwo9azWAX21UoT6NvpdlOyILGVcVO6mWK5O4CoGJdjrCooYmSp28UOCh6883YOrB1g9cAqnUGf/twcVlm0NXQ7QkP3zktQrS1aRZTV1KGRhCSCCgEfWmxKk5nUbysHCUqInjReyI06SnlJa2JdY5R0YfkQyWyGdR7vpd7czRUrC73UnxvYiLtMqxrlPUYFGi99r14ZYtTE4GZN0FVdEQPY1IPbNMI5NNqgTE5oakBhU4IF4AL4qOj1Bhw+vM50MmRhUHD14jmuXLzM0tw8nV5P2NbfRJDrljA48W5w/sJFtnd2uevuu+n3e+xubSVBGU9dO0xuCQl7a+EebXRLBpvFIvs5W8SIdx6Px+LJlWeh32dlrpd6DAr63Q5LnR6rcwsszHVZW11laWmJpeVVbNEhK3Lp99SKiEkXPrUzKwXKYowiyyMxenCO4CqisVLDiBLAF4WUpFrVJqMNKIEktFZEpYjeQQiooAhevL+xJjFVIjHU5JklbxwL3a58t8ahQiC6QAiRunb4oPBBoxOV3dUNWS6140CUMEMnxosWoFi13WrEWb9FVVX4ECisIURwrubokYOsLS+yeWOLrzz2GMtLSxw/eYKYYJeX8nC3hMavNIY0XLl6lfmFBfpzc/gItugxntbs7A6l2aVxwr71DYpIUWRkVkpR7Zbc8rT2+HAB52Q7iCGggTzL6HULDqwssb64yPJgjvm5Pksri6ytr7OyusaBg4dY/fLj3PG3foG5z34RnRUUvTlM3sFFTdAWdEZwoLAYnZOZAqsLFIYmdV91Oh2yLBe4xjWoKGBzZi1EyIxojsQoW21MnWsiJAoHn3iad//iv+TkmfOAbLG+8UTnyVB0jWFgLf3MkmvZ5q3WqBhxLnlcnbA/RL+k2+3MGn9amhUwK/+1nL+WbApCKphMp2zvDEEZ+oM5bJZRNzWbmzdwrkZpIV20RNoXWreGwaEoqwab5Rw+cpTxeMpoXHL56gbPXbvBcDRlPJoQvKeb52RGYq6F+TmMbkVn9grRs75S0heMXqhMCQPTRBYGfY6sH+C2I0e4/egRjhxa5+CRgxw6fJj5+UW8Dyy//9conjnL4j//l1Jr9AGjDJnN0UoTElVbJ+0Tlepz0pI4nZXfVII0JuNJyzXFO0ddloIdukDnTz7P3f/Z36f76UcYjyeMRiPG4wm3fegPWbhynQc/9pnZezWNRydqd6Y1ncww6GR0raHQhsIKmKuU9FA41xIW2oxSzQytzSr3M2naeC+EMGv8DhFcgpVubGyA0nQ6PZaXl7l27SplOSXGIBn6SzDNbwmDI0Ya7+j2+2xubTMaj9ne2eXchStsbModBQoVEZDVaLLM0i1yvGuYjkf4fT2ibSe9/F8JE8QLfchokWAY9Los9nusDAY88Nw1fvSXPsCRp06zvbvLxtYWWzu7nHnfexgeO8KT73kX5848zZmnnuDKpfPoD3+Ygz/zH5N/9GPCbws13tXE4GTDCn5GkZIWxIRzCU5CXVVUZYVrGnzjKKclh37jgwwuXubIB36XSxcvcfXqNa5du8ZnXv8A11cW+eRD9zEcDplMJoyrkhPnLvDzv/MRXnX1GkVh6RQZvSynYywGMLM+DvFUnVSB8cFTNzWtMhSwVwYMLU65Rzad/Q4oq4bJtGI8KUFpKbmVU7Z3ttjc2iBE4eE537zopb4lYrjGO65cuYbSmp3dMaduu53rN7YYlzWNF5oMKLqdDr5pmEwm2Czj6tWrlNNp6n/Yi99m2+rsE6RaId4wkhmN1YqOzchzxf0f/RPmn7vGXR/6QyZvfCNzgwXmFhZwx47x9bd/B7u7O/jdbZ67cJXTVcWPvv83Ka5eZ/Gf/RJnH3oAn1m0UcQYMEbhmhKXkharDE1itPjGMQkjmtpRVxXltMQ7z8bWNtde8yreVNd89uEHiEC3EKbu5I0P8UcPPUjtPIPJhN3hiMl4wtse+SoHd4a88ytP8YV3vA5UoDCGTpYxdZ4Mj24cdV1R5LKtN6ndUSclpE6SlZhMJjPsTO/zysbs9XdEpZmUU4bDEcGVHFhdZTgccvjQCmtry0xTCdJmdpYov9C6JQwOFLu7Y4qsYOP6EFSPS1evsb0zpawaKlejgbqpGQ2HVLWnchEfKnzK7LKsQCtmwG9T14nUKXhS1xYU2tI1np6FIjOYzNCEyBPf853c/0efZOdnf4ojJ45iiy5Fb0Bde1RmyTJF1evR+MCZ06f5yL138J3Oce2930MzHUOTMffZL7D6Kx/gxl/+Ear77yS3ilxLI7KraoFgygnzX/wqh/7th3nyXW/l2WOH2djeYXNjBz834Ot/8b0sLcyzvDTPwtwc1uS4xjMpp/jo6XQ79Po9jM34g3tv57u/dpo/euAu6XcwGdpGlG4kuQlCuQo+zAQPQxB8sCg6ZGlL7XQ6MwkygZgcIFtjCG5GE4uqoGoCw3GJChk7m5sMuhkry8t0Oj1pXk/9seYlKg23xJYqWrRSCZhOSi5evMTm1rbEKkZqlE1TsbmxQVlOyXJNp5NJWUUFiiKT/yf2A/uSBpQIyxgC3dyyurjA4sIcRZ4TYqTodcm+711c/MX/huqtf0GwMaVxDhon/ZwxiF7dytIiRw8f4saD9/Ivf/jdPLG+xGS4w3hnk6Vf/h/pnLvIyvt/kxgC1mY476R85B1VWbG7u8uBf/279C8+x6kP/REbW5tcvnKF4e4u3aJg0OvR70tPhkl13ZZN7F2NigJQLy0ssPXQg/zie97BFxYHVFUt5zHPsJkV/A3B/iDMkrI6ceVaClSbGLRb66zbK4GJWqtZ47NJEhPD3RHb2ztcv3FDnmM0Z8+enR2DgMsvXku9JQxOUn+blIMCuzu77O7uEPES/ALGiMBet5OzvDTHwfUVet2Mfi/D2MBkMmI0GjFNfQxtw25dN4SmpmM1h1YWWV9Z4sGrm7zvf/h1Tj5znkMHDzI3NzfLxozOIGqGwzHVtKGpA+PhhMl4l9Fwh36/w7Gjhzl8aB1FZDoeMtzZ5ul3v43J0UPc+IkfYDAYkHf7VHVNVU9p6in1dML29g6ff+ODbKwt86nXPyCxUIRBv0e3k2OMouh0cDEynEyZ1jUuBkyWAvxEgQ8h0O10WFpaIkaoq4oHr2zwf/30l3h4YwuBbZNMamybwfe61loopM1SW4mKlqAqSMDeFivxp5TNQnqfjc1tXGBW1253lr0usBdet8SWqhQsLi5y4ewFtre3yXp9mrqhMiUNpCqAwsfAwvwCR44ewjmJPRrvGY7GIlMQRDEps0IxF6Nz5CiW+h3WlwYcXF3k7R/5JEvXNrj3Dz7Os+/9Xrz3WJsRYqRsPNXUUwlHk+l4SjmtaaoJwYsQIsYyWFjAe8d4MiXXmu3X3M+T3/Em8l6Hru2QFV1qX0FsUHiaqmY0HnP2wCKP/tB3kRVdMhcYDObJbUbW6RK0Zdx4cm0p8i6Na5iMJ2gVscoQdQ7RAX52oefn5/Ax8IOnv8bx0YSfvHCFP7zrpBA6VRIRjW3Y0e4CzMpR+2vSxhghrBJk+zUGk2VCAwOhtBc5SgVubGxyY2uVxaUdjh8/zurqysyYb/laqlKapaVFzp45i1J7d810PKLf69EpCqxREDIIkdHumKwomBvMszscEVzAaOnWappGKDpaQMgYhU3bzTQ5nvluwZPf9508+Id/wrUf+6F9LXXgQk2lHcHmbO6M2NzYphwP2bpxlelwE9/UdLKMtZVl1tfWMFlBjF5wrjzHK4tTFkxOb7CArneZjKYE3xC9YzSZMpxMyPKC6DwxKDqdLjbLCcYyrBw7N3aYX15B11M2blwjeEev6JAbjY6QmcS4UyLCEyNkec5v33WCHzx9jt88dojMGlE4N5baSw+sUXtQSOvdnHMzRg1IaBMaTW6t3LwxEn0gMwYVpUuuLqdEKyjBZFpx6dIlet2Cu++9R94vKRK82LolDE5rzfz8HOvrB3BeUUdF6RqiV3SKgkG/x2gUCB7qxnHt6g2UNvgYKauauvREHTC5md2pIuYsBf1uYVhfXebwgVVWlpaobr+dx7/nnVIPjVIumpYTdicTNquGK5s73NgaUtcOq+H6cxdx5RhXV8z1ekzKmrLxrK+tYa0mz3KCzok6x2YdEeFJMaT3Da4RRcvJtKRsGmoPZRXodQcoo9gaTVlZO8j6gQPsjifUEcbjkqcvXSF6RyfLyLWmm+f0OwU9A3Utcya8ayAGnjy2zqMri4ymJUxrIVEmmKj1ONa2vQji6cqyFCNLN91sVkOQGrVJjUjB+yRBpvHO0+0WLC0vJSyuw8rKyk0g8i1fS1WA1jVzcx2M6VBPS6q6Yb4/R14U1M5LfTAI6ElbNA8wrR2hnePgRReYIHdmDPLTyXvM9/sszs3JHISsQKWT6VzAx8hwWnH5xhZPnz3H4ce/zn/yxFP86h138MeDHk01wdLwlu0hP/HsRf7dfXdxOUZMiMz1uphlg7YZeQzY4LGhxn7sj1j+p++HH30vw9uPM65rJlVFPXU0rgZjaaIFVbNy/B4Wj55kNBlzfbjBaLTL00+fpqwr6roiBke/KMitZnF+jsWiK/oksULFBoUTsUCj8bGtNSeOGmD03pnO8oKoNDaThqOqqgBmTeEuBNlujZb9OAq9KyQ1Kq0i3W6f9dXV1IC+l3C066ViuG+aNCil/rlS6ppS6qv7HltWSv2BUup0+nspPa6UUv9YyRTBLyulHnq5FmeNptvtMOv9UUIa9N6zvb0tWVb6mU6nSRBa6pImBb7tnQvM+hcA8jyj0+lIv0O3Q7fXJS/ymSr59evXeeLJJ3n8iSfYntR875e+zKHr1/lLTzzJoRN30l88wPKhk/zUhascH475/ifPUE+njHd3KMvUZNzpUHS6aGNwrmHun/4y+TPnOPBrH8Q7kRkTyYqGaVnSNOJRjh07ztrKIk+ffoJLVy7ywOVL/M1f/3Xe7gK2P89bRlP+yVee5MErN7i2tcvT5y9x+tJzbE0rSg9l7VHBYJSl2+mQ51kK9FWij5tUapKeUdnuRL84zhIK8YCTyWRP13hfBQL29EO8D7h07IcPHWJ+fj7VXOvZuX+p9XKy1H8BfO/zHvsF4A9jjHcCf5j+D/B9wJ3p5+eBX3wZ7w9IO13RyRkM+pgEoqINPiqyokOn2yOmO1QIj27G3W8D1f0SDiJcI5lanmf0+z0Gg15S+96jMtV1w7Xr1zlz5gzPPPssZy9e4SNveQcXllf56Dvfw92veg0x6zFYPshH3/YdXF9f59Hv/A4W5wYYFdE2Y35hkV5/gGiKSffV1s/+BNWp4zz3I9/HdDLB1Y2wb6MwgBcXFzl65AjdbpfnLj6Lr0fcfeftvP1jH+PY5iY/+dRTDCc1/6tz57ljMuHnr15jML/EeFpzaWOTC9dvsDOtEDHNDKsL2UaVsH01QncyWhpkijzHWkNTV0TfpNpuq3u3F+x7LxR7hcYaGY0UguB5IYqWb1WVXLx4kUuXLlKWJZ1OB2NE3n9/WfGF1jfdUmOMf6yUOvm8h98HvCP9+5eAjwF/Nz3+/ii3xWeUUotKqUMxxue+yYcQo9xNw9EuEMnyDKUN02nJcDjEWCNSpURyK3VBpcXV1wnJb4v27R3rfZBSVpHT7eZy92uV7GJPk3d3Z4fxeMyrn7vGX7nxdR7/Sz/JP33N32JjZ4crH/8421vXOby6wFOnTlK+4SEKX/PqLzzCmz7/RZ7+/u/DvH4em2eimGTFE5Rvej3nHrib4dYG5aXLhNS2aIxlMDfH3NyAaVmysbXDYGGRe191B8fuuItPfc+7ed3v/A6/9qrXcu3SJX7lnvv4mdNP8cEHH+S7yynvO3ue/8/aKl/IDPO5oej3hGWCALtGK0karMFGRWYCrRxOjIGqnGK0eOQWJmmFtLXWtJxxIRAIoC4sEI8Pjsxms51hZ2eX++69Y9b32kqk7U9E/r0N7kXW+j4jugKsp3+/2CTBlzY4pTBW44MY1GDQZ1yPcbXMFYgotLbkhSXPLJmBqq4pq4am8TPGb3sC262iaRq8SsVrI2RIwYXDzBtOpxPyvODQocP8lc88ytGdXRY/8Gu82mZ8+E1v4et33sFwu8c7Nq/y1o9/ki+8/a2cP3WUN3zmERav3+Ce3/8jzv7QD6GMJvookg8q0vnUZzj4S7/K+fd+F25lQSRYlSLPMzACNezs7PDA1Ru887d/j3M/+VNMj97GoNNFAb1M86q77+TawQN8aH7ADz3yBTplydp0yt+4scHfPrSGiQGlI1EFal8Sg0yhkUEhGuOj3Fw+EpxDW43R0p2ltZYu/yQV2/aryjmURuzptBKaVEiihCnB8j7S6XQ4cuQIg7kBC4sLM3LAN9tW/4OB3/jNRF1fZCmlfl4p9QWl1Bd2dnZF+C+IyPGVq9fJbD7bFvNcutRbDMl7T51iuBDDjHRZN/Us/mibgLXRZKkFMGUn4t00IomgFAcPrvOa17yGz739rVxeWqSua9avXeXdn/kkh5YXWOoVvOkPP8rqtes89EcfIzrPE9/zXYyOHuHSj/2IxDlRphiEIAI3y7/863TOXeTIBz+M26e41O126eQF1lqOHjnKdz3yZRYuXuL4r/wqTz3+JA/81gc4dP0qf/GLn+f1D9zLgaU5fvDRL3Jsa4sQA8/0evzGiWMcXFlica5Pv9thbq5HXkiHfWYtRZZJnTizwqxRiqauGY/HVLV0drXQxWQiIwVaw9PGSHUnzf0q0/iAqq5SfFeR5zknT57k+PHjrCyvsLKymib/5DNK2Iut/6ke7mq7VSqlDgHX0uMva5IgQNw3TfCeu26LWhuiUThtcFERayVTYmLENakuGALltEEjXU5eKL/UTYMkp3tD31rj/M7xhP/8E5/l3MocnDqBNwUxeHw9pSknaAOHjxzBdnpsvO99/Ml3v4uVLz7Kq3/vwzz1vh/g0IEDDDoFX/3ed5H/4cf5+ju/k+NHT1Hddz9f/cEfIC86ZAqINcSKiLQ5bvxHP8rK+3+dSz/wXbO7PrOWmAibVlkyk/HU97+H+37vw5z/8R/j4IElnviB93L3v/23fOS1D3L12a9Tu4rfuP0476tKfvOu2/j67SfpAou5RceAjh68dHfVaLyPGDSF1pRELGAxRAwOySBzbbB5PouD27leRVHggihr4hpMZkXoJ0ZibOj2c9ZXVzly8ABLS0vcdtttHFhfwseYsDvRmTPfBm2RDwJ/BfgH6e9/u+/xv6GU+jXgjcDON43f0pJAv6FpSlwTqSo/k7NvGsc0Sd4TPVaDMRatDXXjaCfdzRgPCXvSxvC/v7bJ8api/g/+hCff9Y6ZMWqt6A8G9Ocz8u4Aj2F1ZZmlhTnKle/kq9/zXfQHcxxTmmZlgWZ9kS995zvItWGlKIhWU3QKur0uKoryUpvJKWD8ptczeu2rGO1sYs9fEo+S+HPGGpHPr0uuvuoequ/8DopujzkfaN75Dh5765vJtrd5XTVlOp0wPnaM33jLm6gbxwkivi7RRLpFQUjCO957hmWZCuhTGh8ogqdsPLYRloxrGqzWTKcT5voy3qiqqn2KUioJ3wT5PolvY6xFK0VmM4FpYuDGjRt8/OMf561vexO33XZSstqk8P5SfLhvanBKqV9FEoRVpdRF4L9IhvY/KqX+KnAO+LH09N8F3gM8DUyAn3s5xhaDJAmrKyscO3KIjY0xw8mY7V1R7bZ5RkzjJYUBIWN8JDgNoNrpVcw4cS1V6R8ur/CfT0Zc+J63gQ8o79G5IS86kIm3CbJP08k0TYx45Wl8wFdCg+pmlrzbpTFGJGCNJCK9boc81wQXpOIUSSTMNI+KlhCa4soY8DEQEyGyKSe4aoxyFTpkqBhROpIVGaGbg4VJ9OTBURnFFKka6H5XOvyVwiGzvIzVMBxST0vqaYlJUJPVindMRvz1jQ3+b0XBx7v9GeU973TpdDpMp9OZwWkDmRXx6eA93sUZt66qK3KrOfPMM1zrdVmYn+M1r71fqh43dYH9B8h1xRh/8kV+9c4XeG4E/rff1MKet5TW5EXG4uIcb3z4IS5evMaNzQ2eOP2sTHCZTlmYn0chKLl3DaPxeBb8t/2oew1LcRbE/nEn579868O85/67OKhUEmJQRCX6H0opoguoEMlyQ2fQZ35uQNW4pAQQRbxQQbAajKLb6zHX66dm4yYRLz1Ka3RqYRx8/lEW/8WvcOl97+Ly2hKRKN31XrRzM2vwzZTpaJvRVoGvqxkjV2tN1yiaJuCrKc1klBIJkzq6hOhY1w2Dfo+86FC2jTdKWCIGyI2myCx/Y2ubuxrH3wuRj807go+MRsNU+tvjEMoNHGnnQoi+nBLtPO9n8TMqUlUVSs2zsbEBCNbZXgdjbvHSVupVJ8ZAXVcEX3PsyAF8U1EmYPbY0WPUdYXSlt3xVE544ynrChVIjBI9K9W0c7VyK2MiW+FqIkK1QaOMJc8y8hwZsOY9QWlMlmHS9GYfPaik2dbpkXUL6VNAU4/HBOqZLIVGWv+MNiy//9fJz17g8G/9Hs/8zZ+j2+mwU1b4JoAKeFfjGkNdWqajHRRhbwgvAnH4usYamJ/vC6DspamlmxdkNqNsHM5HAoq6qgnOYQCrpaxlgojS/Pcry/z8jQ3+QZHhXI3GyFj2fT0LkCb0KA8xCSImWlJQQUIYI2PWc6OYmxvQ7/d56sknee1rX51GXiaH4N2LXutbwuBCEM5ZnneYn7NcvHCRQX+Rt7z5YSbTkse+/GXyPBNuWDsZJRmI0QasJkaHTzIHMsfdsLS4SHASA8YgW5u2Cg0EJ5iSNVo68lUUuYbUDJzn0qlVpJGMGR6VGbBGKDquSYpD7Yw9WRq5KMOf+xkG//yXuPYX30OeZXR6BflYM6kERHVNg88swTtiaLAqkJm0JSMStJqMbq+HyVKdUitpjKmSsqduGE8lqLdaERqX6scWaxzGe6xSfHphng/3OtwY7kpYok2aFTYly/K0lRqCDzSNx2jhtLWhWNvNldtMJvUosDZja2sbYxa4cOECx44dYXl5KX3+La4tIsyGDqPRCGM1Bw+t4H1DxNEf9Dh+8iRnzl4gaMvO9pDdnWFKFiDPRSBZJZS/hQZ849i8cYPMaFy9TEToRyo6cBlWR5Sv8XUkaiPZY2ZSWShgjRUDjAGlE/U6BpSXFlIXo4xyDAotGqeJii1FpOGb3sD2g/cz3d3CbF+j28nILKjoEzHT0s58Dc7JSHANedHBJDxL6wIRbRbgVowkEJ0RIetpSUjESu0ctp0/ryAoCS2s0uTaQJJrbQhpBgbEqhQ4R8v4dzEsk5SmopRSk/qDBgiiqeeBshKt4iIveOzRLxGdo9fpJun/bz3w+y1fbcy1unqAGODKlStsbm6SFz3WD67j0Vy+cp3nnrtGWVaig9uqIScJheczFUIIlK6R8UIu1QwbkeT32qWzqFAWlLaJqbonzrf/b1oZiSCviUp+9icHKtF+lFFkn/wUy/+/f8WVH34Pu6eOUugMo+T33iVp15S1hpThee+waVKgUmrWkRaCJBwET/QelxTIq0pIDo0TI3ZprliL+7WeK6pmhhWSuvSVaeeAOQhpWmPUs7Jf8B5PQKVtNMQw64loO+AOHzqIyNRWXLl2ldpVnDh+jP6g/6LX+ZYwuLbMBBIDhJQMHD16CKUtRW9A1UTqJnLlynXKssH6QHSJOSKU1BnbtAlh1gzyHbs7/MInPsmZuS7uXW/BmEh0AUcDKiZuWGofTElFm9fvKYeLSqTIGbTaHwat2vlTs75/Cb6VYuX9v0px9jzrH/gdzv/tvybqnU0gpNHhIcQ0xkg+OyaVJVFhlw79EGtQKvUXeJxv8K6ZTZdpxaebppmpWjrnbkoSQ/AiHhhS+16MBCfyGCazadicVA+Ck5CkNfj9Oi1aIXojZSnETJuxtLLCyePr5LnhytUrXLl2lf5gQNnc4l1bMV2odp7p+oEDrK6syizR2qFMTq/bZTKZMByOaJwHpclyQ5YVKK2ZjMc0TZVkC0Tm3jWOv7W1yam6ZvDRT/C1d/4Foovp7ic1muwZm0KJHsi+9jkAWoMzhoBrVf1bOq2U1ZzDOy/xVIjc+KkfYfn9v875976L3dGY7dGE2nnpds9kwo33EeeS8nfqnQ2uwWvQZKikbI6X5u/gakJTzXAu7xx1VVOn2Qqucbjk7URWNokERVHM1Bq6ucAteZajM4tKWGYITqhdabXJRIii2K60EDO10dhMNIWvXr3O2soio6u7nD59mk4nZ3Nrl6XFxRe91reEwSlaMTzReVtcWKRpHJPJFKUUV65e4YmnznD5uSsie5Xl+FDLHedlOyqrKuFzSubLJ+/x/147yH+6eZ0vPPgqlquaLOmiGWxS2UR+SHd1GgCyv+0wzmQQNESdmkzSyM1Ug6zKkqau0UqTN47JXbdz+u/8dTau3+DKpYtsTUZUdS0NOSkId87jXVILCD6xWzwhKGLUqCjJFMGBTz9BptcIlBH3NHurEh+kAabtiY2k6TVKvkNuLcbk6ChbLcZIkhQFsmkl8UOQXUM8olyjZpaQyLYbRmOqsmS8O6Qsp0wnEw6sr6FUxe72i2P9t4TBgSQOmiBYkpGJfIP5AXE0ZXNrm+Ala1MYIkGImbUMU5PxjyII2OqOKCKF1TyyvsJ/fGiFh9eWeXvj6RcioRW1AqUFjlGtOE5AkROUSf8L6XGJf6J3aVtLjc2pZ3M6HPLc+fOcO3+Bztw8p267jWY8ZrQ95NqNTS7f2OL6aFeUyI2hn+eYGIneo9DMz/Xo97oymDgqVIhE56l9jUK2RdHukjkKMchoTVIdeU/m3gsBM53TGGTC9HfsTvmr17f5h4tzfHwuI08yqyHheUZFVBRDFg0VIxQlFSlSh5fWUgmK3qGCIWhNWU7JtRxPp1MwnYzIMsXi4sKLX+dvtyG9nNVSa1QMMzaBzXNC9NTOMZmWGFtQTRu8E4Oc8d6aJnUYyVSXqDOcD5joMdERqxqfGaZ1RVU1hI6n0QEVROVodnEQDpixGcYI3UYb9nm5ZhasBycZnwT1muH2Ns88+SSf/cIX8XmHN7x5zNr8HHjYHY45d+EyF27cYNzU9Ls5tx85zPKgh6scIRqmqS4cU9aqnHSvaxMTK1k8qogO6jRWNmWX7E3WcSEIMzcG2hmzMUb+1ze2uLNx/O3tIX8816dT5BTWULuKxsuUQ6MVzrdYpWRCIQSCDhR5h6LIyYuccjLGNQ39fo9OnpFb6aQ7ePAAR44c5OjxIywvLfEbv/OxF7zWt4TBwV6W2nqUGKEsRVpqc2OLjY0dRuNdqmpK1umkbSXM6EYt84PUXAKBXtEh+JpeJ6dJbIewsCAZX3qtqHUH8BGrNa4uZ11OOkEIwXm8b24aY6mMdIg1zrHylSf5j373Exy48wSPrq+J9og2jEZjdkdDppMxhTVUVeAv7Iz531z6Kn9wz0m+MNeTGKpumJaV8NQyUeiU/gChv7dqlVLzlO2y3Va9F3qW836mIOVDgNh2ZkX++5VF/trGJv94fkBMNWtrRIQQZfDeUVY1JDXyiMwWix6qukJrUDrS7eScOHGcjRvXOXr4EGtrq2g8w91d7rvvXo4dP0q/37n1s1T4xhqoc5HxqOTK1WtcunSR6ze2cE0kywqs0YymExSRPEsjHxspcVljZ1tqnmV4RABHKyFemszg01ZpFGglUEGIEIyGoPBElLG0w0OauiE0UrqymcVkGWjZsoy2HPvdj9K/scUPo/jBSzc4f+J2xpevc+J3PsyHbj/GQR/4oUvX+Y1jh/jRi1c4Np7y7q+f45HX3cNgMJAp0lXNJILLLDF06RTM5pPOxATrmqoSRXYXZJCx834WEvhZOCGYGog66KcX5/jEfJ+mcRjXCMapcvKiI8LUoylV3VD0CinnuToNjxORnqoqyTLFeLxLkRsOHlgl+Jrz557l3rvv4o7bb+PgoQMoFdkd7iZe4wuvW8bgSJBGG+xPxhO+8pWv8cSTTzGdltx22yk2NrZwPpEuYkhEQxnq4X0jCYRP81V1BKUY9Hq8bTjkJx77Gk/PzRGOHCKEiPNaJKaMQisrbYVeMjXvHA4p9dR1LTFb1ORFIRIJWtPERNGOkRs/85cwv/qv0eMpvfMXOfFbH5K+ho0t3oNsTevjKT99dYOPvu7VvOOxr/HJ+2/n1IkT2G4/QUIClTSNYxInVGVFXmQUnWLmyaqqwrkGFyI+4WJNENzNJXp4qzpgjMJ5idFQUFgrcWMQcZ2qrsmyHB+gqhuyvMDajLqpJHGJ0kdjUjNNp5OJ9+oVLC7M0et2OXhwnbW1FY4cOcT8/IDd3W0WFtfodPIXvcy3jMEpmG0PMUSuXL3K06fPMD+/wOEjx9DG0jSOjc0dRqPJbHvTRSHFoARtVHUlEqNWUWaG9UPr/PiXv8aRnSG9j/4Jj77tTWhlE4AqeJFFzm4IMgkwhpgyt2Y2uKOwPcikG6ydLiqexDJ5yxs5+x1vpP+pL7L2/t/gwvu+n+l4yMkP/T5nvvfthMaRf/jjPPaGh7h29DD/+t7b0Sown2VEk5OnsUchRkLjU1ISmVaKuTiYxaytpH7ViCpTnShRPpE+hYzans+kKo6INmbaYELEqYbaNzTe4X1kNBV9lrwo9uhVqS+icQ0EzcrKMgfWluj3itTFpVleWaTbFT2X4XCXwaDL8vIS3V6Hl2hLvUUMLoJCSkhRFTxz/jpPPf0sb3rzQxw6dJivPf4kKMva2jJV3eAcYixJaLkqp1JwJiQMTeFCZGdSEYLn9++/m/c8/hRPfvdbaKymEwxBRVx0ECA0Ae0FZ6tihXIBXzm2NreIWtGdGxCVw4Ua1YAKBp3JuG9sjtGGEAOjN72J7de9nuloRFWNeOzND4mHiJHPveEhdscjFiZTlBOVyzpEYm5RAaL3VN7N4IvcWJxr2NkdzaQYQhRh7eC9aPUm/DI4L6MSlMZFAbRBYluroJdZtDIEpal9Q9dDnnUIGLZHE4KKaB3x7XjyyEy0W7Jew2BuwInjR1AxMhruUlclx47dx/z8HP1BjxA9RacjWGW81TvvkTqlqPXAY19+nKA8x48fxtqc+fkB40mVZsILKGutZW11hcGgx9lnn2E2Dc8otI64xjNtIju7Q546dpBnj69zz6vuZN1atNfE6PHRY5SMoxQMKqJipJpM2Lq+iXOe5YPrmCIXND40aK8FgtE63SgGEzU6agKBoKJMmw6dJM6nMZnB9aGJARUDfqowaKwPNETwUjUom1q2Om2Y6/SwmaZMkqftkF3nA02a1dWOTGqB7soLKc9oYTs33ieqk4y3LNNknMxYMm0YVk5KYzGiVSP9vCGgUiN3K3bjnIy37HUKFubnuE6gnI65dPE88/fdh80skGjpROytTk+ClqXrOH/2WcajbV73hteR5wXTqfRwDocjQhDmgjGGvJCWwtXVZeqqpPYOP2632khd1Silub65QeeeO5gvDEVWzGLE/VwwYKYcFMuGzes3mJYVB44cwfa6uCjDR9rnCxsWjJZhvjFKXTcQiFqybKEhGYJWaJORF9CpSpStaKzMio8+gIs0PuCilLpq52hCg46Knu5is0J6catdFuYXCLWj8QkGAam9Jq8+k5pV0r+hteYN20N+8uI1/tWxQ3xqfi6xYDQxGaCLaUR7LUNFYpRhwUZrKYfBbK7WjatXsATWVpbY2gwMtzaZTMYsLi/ORmRq8xJ0X24Vg1MSZxS55dKlK6wsDFie7ychv0g5LZlMpPlZK83q2gohyBS9PM9YWJznYL1OvHaN7Z2dpIYJxMjUOeZWVrnr8DpZrlJDuZqVbnzyAmJwgWZ3wnB7yNLBA3QGfZogWxVIKUzQ/DRaMtO4FhhWcdbp70OgDp6s1xFunTUYpXDaEozBZ5rGB2oV8AjWWLuGygut22iNS+LQIjptmU6r1GxsE7sj0nhPXhSS8KikDeJImJ58z5+6dI2Tk5KfvniFRx5aQxtLiJEbuyO2RkNqHwiJ9yYQUauEJBUXk7SBJ5MpTdPnypWrLC8uktmcSOTZs2fR1nD48CFijGSYPw9ZqmBhrqkYdAvm5noUmZ51ifs0W8s1Eht0uwXWGq5fuYI2isxYjhw5xMbWpkwFjKJTVlU1ldNc29zh7kOHpCbYzaV1LmFULa7WBuXD8Qjb7dCfn09lM4+KUCmFtmZWnRCqkgzC1S4Qy4buJz/N+m/+Fue/791Ur7ufLGYYD35nl7gzYeGzn+XBj36cL7/lYS7cd6eoFCGGU9aO0jX4KGMzo9LYvKDodACoqprRZMr8/BzKGFwqynd6PbRNGm9RoYPI67dY4m+ePMpfOnuJXztxBNIWqYFpWTKpa5lWn+rI0Qv7Rsishl63g0udcJvbQ7TWDPo9yjqwuDAvJFFtuHr1GisryxRFTl37l/Ryt4jBiQH4EFhfP0CvvyTZYpqGJ+xTM5MUCHGIMYbReMShQweZTsZcOHcJay2HDx/GOcfW1jZN01DWNZ/74qMc6hQcPbxCb65L4jjK5+5je3jvmTY1XimwluFwhJtUZMoQc0O338cYgQzmP/tFDv7aB3ju+7+Py8eOU23u8oZf/jV6mxsc/I3f4sl+zm3Xb3DyIx/nkTtu53w+4Ps/+2kWphPu+oM/5o+rkju3d3jHk8/wx6++jyeOHaaOkgyUKJqsJgSXlAJEP8/VNXXdYESJcTYhsR1ZNBt6p4RIb4zmywdX+ezykjA4nEMZy7Qq2RkOJQxIpcTohZilkhyraxpqowlOmCg3tgJRG8omsD2c0ATFdDJmpZ4yNzeQSpFSaWrhLZ40oCBGjWugKj1Lyx2mzRTlI3VZg4+Uk4oi6+HrXQygrYyFPHf+WdbWVrnjzjuomsjm5haXLz/HZFLjgwIM9166wo//6m/w9R/6AdzBg+ClF91m7fbUNuAIAyMrClxVMhnuUg4nWGXIel0IgTAc4raH3PHPfpnexiYrv/xr/NGD9wv1+ugRHqwqPrO4xHOfe4y3PPYY85Mp927v8olDt/EHvQXe4Ry/153j2uNn+cvPXeZA3fDGz36JT1iL7nXwGqLzVJSJlWzpDwYy3C14xuVU5rGisBhsKrFFFSHKrpBpwemImuBEclZpje108cowLWsmTUCr1PDi5CYCGRmKj+isSF10NTFGytKxsbHLdFJitMeHmrm5Hip6Fue6dCzgSrTuoLnFGb/ENk5STKcV07Ik62aUpZRxNje3qCtHjIkb5uHIyROsHzzAhUsXsFnOtKy4dPka16/fYDgcJXlRCaT/d5ubHHENcx/5KI9+11vIBdsQxSFAWORSfegP+uSdzixrXfvaU9zzkU/wx6+5jy8uL8DOkM60YWNujjcPR3ysW3D2/Fmi0WTjKXfWJTvTIYvP7GCqig2t+FCv4ODGRd42nfLBfo+vqkA1GvJrueVHgudfZoZnnzxD07GoruByHZPRyQ7N+kVRQmTf3d0lkkuFIU3gUVoJh86DTsI1TR2QalekMFA5aSifesX1rW0q54nomYdsx593O8VMTLpKY9iVUSikpjudTslzxfbONkcOr7M4P0+eZWlWhpAF9o8lf/66NQwuxQ0xRkbjEZsbm6wfPUDd1IwnY0LwLK8ssLG5w9LyPHVd0+l0aJzEVGfPXaDT7TOdTtnZ2Unz22V70VrzD5eX+b80NZd/+H2UdU0nZyZALaCxZL/WiDfRWUZWdMiKitd88vMMNrZ4x1eeYvCa+3no04/y2PFTXDt6kt9fOUiMkfuLHBcC73vkc8w7x3u3dohE5nxgaA3x4Bo/cfoc897z4+MJHDzKpHFcCxX/TxvZrQMZmtdsj/krF67wufkBbx5P+Uyni7vnbjqdDjbLqBrpnjc2DX4DweISQySmxAUgRE0dRRKjVxgiiqau2BqWXN/cIXBzKXF2KRIKIANNshnVySWGstEarQqaxpHnHXyKlcVB6pdoEJR1axhclC/qGsf161tUzrGwuoBzno2N66yuLuF85PDRA4xGY86fu8SknMpYclswGlfs7LaSBZoQDHkulYkQA7/f6fL4yZO8frjDwxs36K0uUBQmTT/Woq6ZJEmL+S4ehc4zbF5w+cfex9Hf/G22fuJHeOuv/Ca94YjXX7rIJ+64k26aNNPv9QSw/epj4Bwmy1EhQOOwxnDX4hqZvQTekxnLbQtLXB9OmE4DUwKljeii4K/euM6JquHYxg55CPQfP81Hv+ttM7G/ppYtrh0vTupwj4kMGgTXIMbIa65v8/2nz/OLiwOeOnqAYjDP5vaIsxeviNBiJjPD9pSmJIEaj8doBfPz8+R5Pqu4tIpWnU4hyVyMXL16g7jcx9gsUfQVCiM0qhdZt4bBKSmnZHnG8vIyLkQmkzHTqWNlZYWqqrn83BUOH1zFWM16fUAUK4cTdodjwOCdYzKZSOOIlVkBWmtChLIqefbss0y3rnHywDwn1haS22/ZJtKLqbUmzzq4KCBtf26O0Rse5utvfAPRGnCeg7/+rzn75jeytrPN3R9/hHOvfwPl3XfTzQuee+c7OfjpT3P2dQ/DtOLYo49w9rZTDLXmq3fewd1nz/GlA6tcrEZcdSUr011+emeH3zp0gK8tr/DB7Bg/dO4yXz9ykAeubvDFNz88w9YiwtwANdNPabfZGCPKaJQJKK9QTvG+py9wbDzlL5cV7y0dvcGQUVmyPRyjtcH7ZjbUePYZcU8LbjQaJbVzLXoohSUk9SRFZDqZMByOWRgU9Ofm8TESZDj3TX0lz1+3hsGlUooxhpWVea5vbuGc48D6ATrdLuPJmPFkxGDQS/2oga89/hTjcUVdy+A35z29XpcYFU3tmJbVTFhGG4MKQlu6sbGJcych/8avrnXaqpSS3gOVOouDSH9tv/lhbrz2fqabmzz8D/4Rg+0dTj7yCB9fXCJXGjOY55n3vhenDFXpOLOwRJdAvbvD2YMDvjY3YHe4zU49ZifT/NTuLseqmr94fYOv3bbOV+dXOHfvKZZ7Ax7POtg8YzGExMoNiaNnaJxP0wEV3ksR3/uAjz5RtjQfuO0Y33/6LH8fzY0pxMmOdGLpDKWE/FnXdfree2ORQmqQab1qlllOnjzJsaOHeO65y2xubLC0uMjlS5cJPjA/N8+BA+uATiqalpcoNNwiBofQpUNwdOYCd66eQGc9Or0eWZYzZzKyrMtkXLG8tMbOsKRpSkajXSaTitwWzPd7GBO5/NwN6U6XQQWARvuA1YZaFTy3OZEZ8DGXoFkyFkSiCppYS8koRIKPuCgVBWs70lycZ9T9gqe+7+3c8e8+xum3vgm3vsB0NGb99Bke/MrX+NI996BC4KEnn+TRO27j2vwCh8+f520XLvLhk8e4sLbCxDV88PZj/OC5y/z2nccoknj2wBbYqKTDCjXrVwjExISJNJWIYPd6PfAKFa2UBpOkvkLzyNoK/7LynL50VSoGSWTbJdwxpm6xtn+j1VzxShpmOp0OvW6PpYU+Rw4t0e/ldIuCeloTe5FMadZWFnjjm17H/MIcqXcNiCh9i8vmQ8u8jZjU1R21TEvJsowsU6yvH6QsS4L3zA3myG1GU1X0OjneB4q8wLsaozS1F15YjJEsywGHioG37Qz5P//+R7i22MW97fVoY6WHMzXVyNDaVElIRfIY5W5XSHE7xkiv16N86xv53EMPUE0q4rQk9nPu/+1/x9LuLq966kkCkdXRiAeefYZPvvvN/OBjz3FwWvKuS8/xlROHyWPB06uL/Ne3H8NYQ89ocmMTpTwklSUlIj5Jy213uMtoOEpd8EbGjztPTAqV7VkUpUqYpJkVKtVWW/BxfzfW/u20Nboiz8kzYYZUVcnTp09jjGV3Z8x0WnL9+jWyTPPQa1/N0aOHk3bKnqooL5E63DIGN5v+l3TKosmla4mAc561tRW2tnbY2R1y6eIldneHrK2t0u+JDEJdTZlMNL1ej2YkM6zSLMXEzYa/s7PFKVcz/zsf4am3Pix9njA7YUqJl2hTQEnxZThc05TppIo37BQ9rM2Z5BUqn6B7Xb76rrdx/x/+CV9688PgPPazj/DIG17Nyuoan37jg7zl84/ziQfuoTvXJyNIs3IaPqdS4TygCEYaquumJjpmVYXxdErtGooEsGpN0siTgR34KOyXEHEhMm0aQjr+55/n2flORtJKp1qjcC7gjBdZ1npKp2dYW1vj4ME5nnn6Gap6yqlTt3Hi5BGpzb5EzPb8dWsYXOKytXeg1oaYxhahpFOo3+8xnU4oy5zpuGS4M+TosTkWFgfs7uxijOLee+7l6WcusPn4abTOQLUQgcQ1/6/5Rf6z4TZffOAejreGRcSYvTn03rlZs3MIIkxDlIZl8ZomHafGqJxBkWGFUUf9trfy6Te8Hu0j1J5PvvH1NMFxgMBkdY0PPfQapuMpS8lT1r7Bh0hTVjSV6ONmudDTy7qm8SJfGqqS8WTMtCpnvQo2k4HBIYoWiFR3NVpFGmBa1UzrRhq2g7Bg9hvGfihE+iaSZnJeAArvAspqtDUsLiwxP7dAVTZEAvPz87z+Da9lMFek7HUfj25f8vFC69YwuNmKey45/e29J7OijdvtdtnZGaGV5u677uLY8SNcvnyRUyeP8eyz53j88ScYjmuZdpyaTLx30t2E4iP9ef64P+B7FxZYrx3dIpt9ZgjSL6CTEE5MniIog/UOW+SQGLVS49UCR1hFJnRH+j0z25pCUumsazGSGDxVUzLujqSR2TtpLWwctTLUNgMEwHVJK9cHj48yp353NKJxArMoDdYaYmoL9FEImwrNvVeu856nz/OLywt8rKrwKGH6pjP8fHWC/VtpO74ys5koQSmDUpHJZMp4fIGmdiwvL3HXXadYP7hCxKUq0Z7Bte/5YuvWMLjn9YDGKAyMds6TUkKR6fW6VFXJc5cvCb15dYWlxTk2N29gjWE6ndI0gX6vR5iMCVHKN9paYpwVT9keTxlOpnSKDJTIHfgk72rSNiwiyREI1LUCo0UKIsV8xlhMZmm0MF0UUOQFmbE0MVDisc6hqq4I6pQlOjiKLJcEpqrQPtLLCqpcRihNq4q6FpwNLYY3mU6TnnEpkE+SGNNazerMs95WH3jv0+c5Nprws1XDP86zmTLA871QG7+1PROtGKHWkjwpAkHrlAV7VBTh74cffi3f/c7vYH6+oNuVSdjSprtvXOhLGNwtMdwN2rsj4n0DeCBIj2Y6OYRA8A3WwvrBBZZX+lirWFleZnNzm4uXLnLi5DHW1hZQVKhQo3yDVQgoaQxWOXxsePzCFZ46d4VJ7fFEGleh8ZiUmSolOrdywwa8a3B1vbctaUVUMjDNBOlmL7IcZTK8NoSosF5hPWQobFBoD9rLLi/N0BZjM/mmIabeCQdRYqiqTDMpqjLhbyScMKPbKdBa0bhaFCydVAJCqPnAbcc40+vy94sORufYkOj3SRW01UppH2u9295QY5OoTw0B6XP1XoQN77nzOG9/28MsL/fJswKtuhgjkw+VTqSBGFDc8iPIUzjV3iL7YoHZaG/EVR9cX+f220+xtLTIwsI8IUauXbsmo4UmE7a3t2d10IXFhZkYteiCyAnf3h3y1TNn2JpMaWoHLgp+l8pEkqkVs9e2wLCUeRxq3zZstUpzrEwaqKbIrMVqjVUynDw4h6urNBoyUFdVmu8lTTMtqzfC7O+2ltnOUrDWylTnTicNwU0lrShjNr0PND7yueUFfvrkcT6YurjU87a8/d5u/9jK9hxFkGpGU1PXlTQUOWESHz92lNXVJVFKNzqdG7lwWumZgkI7ifCF1i1hcMCscSWGMHPJ+2MCpUSzbX5+nuPHTzCdlmxubhKCZzAYcOzYMYpUeG7Zp+1r96Pp7Uk99ORp3v5f/WP6n30M7+TCu8iMgLh/7sNMTcg1RO+J0c/6Wls9XBkr6dFKJEtNO2s0GWtMMWJbm2xFDH3qT0AljbZkKE1SQWq3uqLYuwFk/LdPXWohqSdF6hAZlhUb2zuiF5Li1/Y87B/asf+87FeKauqKGKTHNSTVS0XkyOFDnDxxgq3NTSajIcE7QjJEleKeOIvBX3zdIjHcHuW7nXaiZnKq+56WEoG1tTXquubKlWs8+uijnDx5kitXr/HclWvUdT2Td9/Z2cFoO5uQsn/Q2c9duMLBpsH8zkf4k3tup9vJQKU709qZmpNcJHCuAURtKbgGrUXjhNTtDkBSbTJayj+toZG0ieu6EoWjVtY/6YAECZqIgPMyk75qGlr5UsEi98Y61c5R16IL1xpeiFBHGJUNo+lUvCQxfXZLZt07j/vnWuyf5CM3vADC1mgIgflBn7vvvJM8s0zGI/q9groqyWwuXq1NSeLeVv1i69YwOCWlrVn2lOhKxpiZgbS/k1hDs7S0zHA4ZnV1dU+1PDE+iqIghF28cwnL20PS25P9X/X7/MJoyL9ZX6Z75TlOHlgjVwqV28Tn3/MMIO2BLjSAwUQISqojqBqtLTqI5yFdZO8dvpHYr6kr6rKc9bj6IB39rcFJUzUz2a06GZtPBtd6praQ7r3nzvOXec+T5/jAqcN8YWkeH6H0kdpJG6PocLVg8N45mOnGzUBa+Y7tJBoNQnuyhugdRafHq151H3fecTtFFji0voaxMvchFC5pkSQFg6RgeOvTk5BMTycma1QCxIa4d3KUlrphS0c31tDtdZlMxsQIS0uLnDnzrAiuxEhRdCT4TmORRGloD1n/SHfAR4qcw8Fz51ceZ3j8GEdX15jvdul2GjqdDHSqdGhFUEkawYlmm9JpC9UZyoAPUpVwdUUJ+Lqhrip801BXJZPJZGZ0td+rfdZ1LVltUzNJvRt1I1w+peT7xiCD7vZUCRzvefIcx0YTfviZS3zhdQuz7Vmy+0SATCycmQN6XmgRkiTEbHqPD4l57QlRp8Eq4FzFZDpmZXkt4YRQFF1pFvIOoyRp0EoT9UtPE3w5svnHgPcj440i8E9ijP9IKbUM/DpwEjgL/FiMcUuJK/pHiHz+BPjZGOMXX4bJoZTFJ6mqiJHqnBZGhIok1SOIaLIi5+Spk8TguXDhAp2iy523neL0mWcZj3fJbCGu3jsa3KzReva90CidYYp5njh/nWcvb3DPHbfzqvWjPHTtAq/79Bf46ne/le3X3s/AgDfSOuddQ1QinKiUwUQDrpFYLnX+u7rBlTVV3YjapveU01KmujStemeQIRzeUQcYT0pRbC/L2TZOFEmwpvGE0NzUf/FvTh3hfc9c5AMnDhO8NI+bGMCLSqaakVpf8Jqi2qaZVodEtQPzaNuCsJmh3+tAdJw+/SQnThzEZMWMEaKUiBAFz4ySFOJNAMk3rJfj4Rzwn8YYv6iUmgMeUUr9AfCzyETBf6CU+gVkouDf5eaJgm9EJgq+8aU/QqoMMcVvsT0p6GQYilaqLEZp9JCmkciRI0fY3dnBNZ4HHrifw0eO8enPPsL1jR0m04bGywwv59xs4orWGpU86rRpGE5LNqopW6MR28e2+LmnTrN0Y4t7/uATfOj4UXxh0N0O1qaZ8F6oOJmFqCSLDEnBsm4amrLGV81MjqGqhMXc+IaqaWic8PRc8FSNCENPpqWoWqat7bWbO/zI+at88PajfOXAyiy4b73TY2vLPLK8QO38zR4ltqA5qVzX/uzL/Ft8sy39paWVTruKQWGYG8zjfeTM6TOsH1hgd3eXldWVvZkOWu3hm+x50JdaL2dOw3Ok4WwxxqFS6glkYNv7gHekp/0S/4ETBWdJg9wi6QSZ2cmR1DtVnQiJUr13AZaWBkwmJQvzfR64/z7Onr/Ms+cuMp5MCUUxC2TbE1+7BoNhdzyhch60ZXta88zmBp9551t42yc+zyN/4XVsbA8placzP6Db65NlYnS1CxR5INOSVbcGXde1tDcmylTdNFRNnWQsArXzs4TABU+ZjLG9iC1N6EfOXeH4pOR9z1zkKwdWbopB25kUYd8FFrHEdLFnZcKYSBx7Eqp7TTdIQqPa1wSMVSgvni8zhqaqCXVJ7BacOvWatNUzQwHivgx477huLqE9f/17xXBKxli+Fvgs39KJgvEmrC3OqC5qdsPKXaqTboWadQkppYR12+8xGg45c+Y0w1FNCA1WQ5Fns2GzbfkGkEEgymC0ResM1zjqxrM5mvDplSX6f/8XqHZKOhcuMN6+wWhjm2x3Qq/X5fZzl3jNH3+Or3znm7l+311SnQAxrrKUOWC1qBuhFc77xNIFFyK3X3iOd371NL93zykeXVlIBAI9O0alFB+84xjve+YSv3PH8VnG3EI1oc2M24s7u8DqZuNqOTjPi91mA9hSs7QYSkgQjCHLLJ3CkuealcVFXv3g/dx3372srCzNtuN23Cj7r9s38W7w72FwSqkB8AHgb8cYd59Xj4tKqW/+aTe/388jQ3w5uL7G/m1/hhElVmu72njDq5B6TwNFUbC6uko5GXNgdZmdnXVOf+Iz3NjcxWQFSkG/L56prmvaoSG2qtEo5rp9OrZgc2sboyKhiTRTR6ZyBr2MtfVD3IgN09FIssdx5IGPfZrlG1vc/0d/wm8fPzzznk3irh09fZY3f+ErfOp1D/DMyaNUdU3jGuknjYHv/uppDu0MefeTz/Cl73iYLG3V+2eNPnnkIE8dPSTnKkEYN9UsY8vjQ85JUnRvO++l9CW/3L8dt68XOf6YkAD2IBIdWJjvcvedt3Ho4CqHDqxy+20nOXBgjcGgL+Ob0uAPQQb2rs/LYY28LINTSmWIsf2rGOO/Tg//B00UjPumCd57z51RgQz5CAm/isKkaNXDBVhMXUZJdlQlD1gUHXZ2tukUOStra/QGA/TOmPn5eWoXaRrIbYHqe/LcUFWenc0trM3IbE7TBHrdLlMirikppzVg0DbQ6XWYW1jCmixBEo5PPfxq3vz5L/HIm17HeDKdgbmtMb/x84+xtrXLmz7/GF9ZX6FJmbNBtrE/uP9Ovvurp/nwvbeRJRFsBWSZTbT4lkCwH7RuBQbTdkgiGKhWgzjBiDFgrEY1e0PWWoNr4ZVZ84yKaUiewDlGa/LMUGSG204e47577uDwoXV6gx6ZEcVza22qtohhGyWDVvZiwT2v9z/J4FLW+c+AJ2KM/+2+X31LJwoKYGrwriam6SwoD0pGL6KMwElRo6MixCQPqhRz8wugFaPxiK8+8SRV05BlGTvb22hr2dmZQtB0u1CXDh0Let0uUWnQ0tGklcKqQEOgcgFlc1QosRb63Z5owtUVVVly6d47+JXbjpFnGVrqUWIAyP3ysQfu4e1ffpI/vP8O6qaexTbtz5MHV3liXRIBi4xJkIxcDEGkKMw3vC7MQgMtoYZq680Rqw06/S7LLLnzKC3TstuQpF1726tJmayMB5UyscHqjEGnS2xqCB6bZWkoiMAu0QvV3SjdBj7tGyebefHr/HI83FuAnwG+opT6Unrs7/EtnSgYZ5lUaHXOQpSRL6qlrUVR95EGt28o0fR7fUajEZPxmLvvvIPh7pjt7R22drclSxxVnDhxCqUahjsVShVcvbHNtBpLLbOp040ZZ11MxlgZo9SXmQbedZhmGcE1lJlMuyGIWpJOkwa995y74yT//NRRvPfYfcH0C9UwY4x4FWcJwP6Mc/8WdTPjQyAilVgaba3XaJWkLgJ5lpHlOSGMZXhden3ridtY0YekjZxsRmtpZlpcWiTLRAW0aWpyY1Lr5TeSOPcDyN9svZws9ZO8uI/8lk0UJHkZ2ZYkA9KYRE9KQCXMQMw9A93zAHODAffefRdKGQZ3zXH1ylXG1YSr17Y5c/pZ5uY6ZLaAoNnYnDAc7lA6yfh8U8lYpH0ryyyojqiaa+G45XlG8I5iks+K8O2s96YRjM5qkavfj+y/UJluFlslrHF/TfOFCu57gG0SzgHUPh+jFdIEA1grsE9dW3xwezfzvj6GdhJjq4YOEodOxiNcU3Nw/QQ2dWspK93+7db8fCP7ZsTLdt0ylYa2ABzSMLUWi2uzqpufu/fFUrcfSil63S4PPHC/oPl1zfxcl6AVX/nKac4/e4FqOqW3NCC3WeroEjFlaZpx5LYdRquToYi4szeBbrcroG/IiN6RGUPo96gTdib6u9WsfOWa5hsuSnvB9z8muKKe3dLPr0XuhxvapZUipH5abRSqcfjUi6GVotvtkGlLVuRSA9YJytmXNLUGEqO6mU6kYHFpkWk1peiILl5ZleQmm0193ntt/AYv983WLWFw7V1KqluiZB+NyfDaICSmsUNtBx+Qgp9IcEIjzzJLWU6wVlGWDdFbrl6+xvLiCqdOHuHGjec48/Sz7I6FzhQR3pu1JnUbRcqqpKoqiq40qpgso3JNUk/3ECxFkeOdo0jbaKu+VJaV1E6rWspZyfhngOu+i9U+FtVeAfz5md5+Y2u3wRgiIXqUMVglMxWaukErTVHkqOGUzBqWl5bY3NqiqvZmse5n/LayXPuTC2sNh48cYmFhPilMyTzZqiopsrmbvO3s+j3vmL9lONy3a0WQQWk6FcBToiPU7JDUdEGjk6XJtruHNyVQtB3daDOGu7tcv3aD0WjCjeuXOHT4GFjLU89c5MrWDmXliUpL4KulXbCqpUNqOh0xHu/SH3QxRlHkFp9Osk39DzEEfBboJpl5EN2T6bQULG46xdqMqqqoKmnqaSXvRYoizPAvUfkQULutmRIRdfJkbG2GqZR02JtUcdEarIE6OLTNKDKLVoFur8PxY8cYjSZsbH5diJ7eS5KQWM4kARyUIkTwQbh75WgkXjrI1uycCCTCN8ZvpBumPd72er7YuiUMDlL9rRX+gz3i5U3ZdoKHX+gOSui5eKuMuml47spVbly/wdLigKPHDvH4U2e4cn2LqQvCAlaKPBesrq4b0JL6e1dTV2ksN8gU6G6XpnGzE+3xaBUTM1gMQXtPJIHJSPHbGEuR58QQZt6u0ntz5oUXl7K/dGOZhJG1N2Kbwcp5iGlGWHsDKHKraWzKtgGixyhhQx87eoxnz55nPJmK0QLWWBpXY60mz3O5CZzDWigyS68jx7uzO2RlZTHR4u2MkTPbRmfXQu1tUN9k3TIG12an7drbYtotd2+LVc+7h2KUcnEIwsg1RrGwMM/Ro0fQyjI3t0i3P8dkPMVqiwpC88nzQmq1ETKTpcEcivlBj14nF5pSBB/jLEtrY7A2ttyPa7VjvDWIpL/VlIklohTkeU5VlmilZnVTp9WsFbB93/Z8EKNMr24TpJiUN7VGRZlJkdkMFSI+y5nWfnY8SikW5xe47ZTl9DPPcPbsuaQTLFu/SsmHTPRpMCpiNRw4sMIb3/gwi0sLTKcTQORUpf0w3BQWEOPebrTP2l4qnrtlDK5dbRg3i+FmWWlb6goz2tJN8USMktJnlhgD3W6HO++8g4MHj2Jth8uXn+OBV72Kne1dysmEUajItCZPc1C9FwD5DQ8/yJGeKA0F7zF5TlTxJmnWFvVvqwL74zJoew9yyf68sIN96rgieTtFiz1q2Red1CnbeFDd5M0TezgE0AZDJCZ5BmszYcK4QFVP0YgiaJHlLMwvUHR6rK4uc+3aNVRKhrTMP0FpoYNpInlmmOvm3HXnKQ4fPShdYVHErEMQg1Ps20pnx/byjQ1uEYOTLaO9M5N3m9017WbTfj81i9/2B69SlrmZvZBlluWVJcDiQ0OeWxSv58uPFZy/cIX1Q4cBuHTpElXpuO3kSX7qx3+EzTNfQzXCEjYmR2vpGcjSEOAYpXFYao/ZTYYGwtrlec0qGCOPGUtmrAwINpJVeiXs3Pa5dV2n76tvusAt56xllKgEJXWKDjFEpmWDn0yIPjDo91ldWWE4mXD7HbexubXFeDRmY2OLLMtEHy5pBWulWJwfcPvJE9x/310MBl0gDTguSxFbtGZW+ZgdD4lVzDca3outW8LggHRxzWz7VOxtDXve4+YA+mbKjsAlWinywhKip6pLGjclzztcfu4C169epakrVlcGXLuuyKxnfn6e+blTZFnGQw89xJFDB7j8lc8xHg1ZO3xqBjy37OMWh2pF+5rEoNgf2zRNQ3RuFiNppDGFIGomPlGkTDSke+umpKBtnGl/BzcH63tNQSEJzsgwuiKviaMRSinm5uZYXFigahzLy8scOXyIr59+WrLbtFN451AaVhbmOXXiOA++6l7W1pYZT3bJs4K5uYX0GWkqdSIXtGtWvL9pS/1z4OFAHHs7YCMEL6WiGAQnUgoZoZee237BFnSE1CuSsga0qGxHYatubm5gFKwuL1KXU6zyXL58hZMnpAvp2LFjFEWHVz/4WnoBtraGbFy9wok7Srqdgug8MXWYaxmhLOxWpFsfwMU0EM4YiqLAW4tranyMkKYOtsyO/eBpCEHmg0WRd1ARCpvTtEM69gXoxhipasSId5Jl51Z6HUKeofOIzTT9vGB1UabCeF8xsIaTR49x9uwFslyybNt4gmuYm+tyx6kj3H33SY4cX2fQ7zLo9SgKmWmmrEmqUoIiSBKzl6HK8cXn/bz4umUMTqC2NP99Nqw2YVUz7xa+gU06+1/KYuWpCmszrM3odQf0ewOOHjpEORlx/uwzRN9w28lTdPIOg8GApqnxXmYrjIcjnIts74rypm7TlBYPmyHqQsluWRYzz9eWq0IQZm+aEg0CSzR1PXtNy2+zgMMJOyaBtxpF2OftUXuTqw0KZfaSJRUhs5a8sEBgfX2dBx98kKKTUzvpw1hcWuHQoUMYC51cEV2DwtDvF7zuta/i3nvvZH6+S7/XJzN2FkOaVNiPyATF2fZ5E6WsvQB7HLkXW7eEwc0OPP3x/Fhh9ju4qQrxzVBu8SiaTreLip4qPT/LMu699z4++sef5Nz582ileODB19LrLnDt0nNorWcMj5aCI1vo3hZurSWEvWrC/mmIbS22/dHpftF6r4WxnVUfUsNNm0i0zJG4ryqhlbQQGiMZdfv/dktTKDKTkWlLkRcsHTzIvfffz8Q1TKoG01ugrxUPPPgA45117jhxkE6RUbrAeDzkrjtPsba6hLWK3OazOPgmWpPab1jtNdnbRveHPH8ustRZqQdpMJaa3/PigvjiDvv5AOlNmVMIoGLSrc0py5LluYzv+q7v5PLlS+zujLj/gdeSF30a58hTctA2K6sg2XLbnT7zxN6jVL4nBPO83xMCysj4w7AvBNgjPcYZx08AaDluF4SRMctkjU0EAWH1quRx2/eyRiQoMmXodfv05uchz3FNjdIG2+mgNKytHyCnZK6bM5jrMvWBtdU51laX6BStZKqwSGCvFKe15nkbywue++f/+4XWLWNwkGKxtB21kMj+mmMCCL4hHX+hMsued0jOPnlNayXGmpvv0Z+b5+ixdfq9BR588PWMdiZJLEaywclkil0zSYBaoJB2G2w7wWDPu+0XaVYRkYZIx2SNwafX7k8wtNaQxmAaJYYTdZJ/RZSkrDWzXoz95b2QOIFttjooepQLOa9/85sxRc7w+kSA3ShN5CU148xy5tmz3HnnSeaXl1hbXSW3draNC/QUbzrOGIXN8oKA+wtfxRf97S1lcJCwtxBvct8p7palbnry7CTsZzDczIpQKfuFqm5LX0Kh7vVzMpvR78/R7RUMd4Zp8ou852g0BNLIc7+vMXsG8u5TS9oHisopDzQxJgqT4HFaCXZGjNTpPdrXSeOxdIbNMvP0GpPEBxUqlY9ki/ekRmoFuSnoFB2OHlzh2KlTVM4xHI+ENGkgzzUx5iibcfHKNY6fOkG/P0eedSAGVBSOnUq11XYydGxHYrZFn1RS238Z2m+cwui9GtcLrFtD6kFFtMpRZIAnRJcOuoUCmF2IWbkrNdu0aPd+JsZ+lklAEZUhRoECtA4Y7bA4dIgY02V1/Rg+QO1qYpahig5BaTaTrIGBmZKTQbyfTcF78I4YhTCqgpOfGGbBs7WZSLaajCLLKWxGZiwdm9HNC3pFQWHsTIdkPwVIvFvSFEmNQMYYMiPbb1AKryKYCDaQD+a59/VvZrBymHLqqacVLtZYozAq0u/16A2WiNkCv/lvP8LHPvY5trYnmKwgmgjWEXVI9VGIKhLwRB2IqhW3jqnSE1AqpNRG5MJExOyljeqW8XCyVeoZe0EpcxM1aa/q8LyuoPSYMZJP7ufu+zQLqzVdGfMo5ICm8cSo8VHT6c6hTSZyX07EByeTCVubW5TTKWFuDt3KGqTtJvjnleKCdOaLp0rF/iiPN3Uj812Dg9Sn2mqL7FVU9rYhYwzGWqLzM9lZ2If1xUCsa+nBQIHzRAsrx49x7PY7iNrSVA2T8ZjaVxhEDarX7dLp9ggYnj5zgWtXrrO9O+bVD97D3XefotfLZ0PeIkmURrXEAg9ENEkZOcQkoSzZxJ5TS9jOi6xbxuBaPTht9gzt+TSXm1Pxm+M378PMz+83uuAFlQ+ugajw3uCcoQmWymkmw4oQNWXVUFeNjP7OMrTS7O7ssLO9zdLCAplpe1L36pWE5AW8xFLeeZFszfZiSBVb+rrG8bzOq5R4pC8k23MqWcn9Z+RYUrjQdp01To6hm1mUc2hdoHSXQ6fuYOnAOte3RkxGQ5xrBDuLN9OStre3cQE2d6b87u99lM987gu89jX38+7veSdrywv0uzl5LjNQ27jamEiMQlfXZJC24D0K2d5Veql1axhcOkat5e5q8cQ21Z4F2ErNvuTspbPsVtbzoRKVjLdRlhtb21x4bovrN8Zc232Wi899DkzBkRN3cXBlBa3sjKcfQ2A6mTAejXF1Q95PgYvaO1aQhmjvvKD2IYnxtPFWwt2Cc+k9o+i4xT0vt5/Q6L2nyDOMlRGTOjIrp+3ParXJ0ER83aCtIdqCpSMnOHn/g3hraVzFdLSL1YYyBEwuum8tM/natWs0LhCjzEW9en2HT3zqEb76+Gnuvv0kD9x/TxKLFnxvcWmBfj+XjFlZiWZ8C15zc0D3TdatYXAAKGkiAdqxRfuxnbZ4395x3/BqJdofbUG9fU5ZNZy7cI7TTz/L1772JJcuXmU0nuJ9g827vOvd38fCwgpl1aCUFN1d4yinJZFAVZaU0ymmV80C9/Z4sixHOfDayVacttEm1qAk0M+sxYeYZrhqbGZnXk6mLe9NBGx/ZIiuQoUUO+4LEYxOhEtfg1VUStF0C1711rcyWD3IxmRX5loMd5NWXZZeLwa9tbXFzo6MZsLIFGsfYDSpGE+vc+3GJl/40lcxVm6o1dUVTp06ydryIstLC9x26gSH1tfIMg2xmcWdL3fdMganEoou8UzajlAvEK+9yOu5mU0LcO7cOT7zyJd44uvPcOHCc0zLQIwZPkg8l9ucE6duZ25+kfHWBk0tmmfdTodet0s9GjKdTCinJR0v8x2N1kK+ZI8lkllLY0zSS2vl9sMs5tNGo1VGbAK+3gN8bzr+WW+rI8u9tDXSarTtnQdtZEKgVZoqBtz/v73zaW0iiMPw80ath1rFtEJziKlCEIpeQg8VxJsg+QR68eIH8NriJ9Cj4EEPXj17ElHxXPSgtQqxFoQI/sGT4kJMYT3MFLZRaxLt/CZkHlgymd3Du+zL/NmZvCnBTK3K9FyNfN9+NoEs++6y4dj+g51Op0O73SbLMpfYJLf0zlZ+C6LzI6e72XVj6VLO1+wD795/ZC8lDh6Y5Gh1ltlKmXq9xqmTJzg0OfW3XnT7ffa7F303kfQNaFnrGIIZ4Iu1iAEJpbmW5/mR3spYWrhWnucL1iIGRdKzUdNtrTmO93CJsSEZLhGUWAx321rAkIyiblPNUUwaEuNDLC1cYkwwN5yk85Jakt7KRbdGg6Q7kj5LWivUlSU9lLTuPw/7ekm64e9jVVLDSHNV0hNJryW9knQlKt3FnamhD2APsAEcByaAF8C8paYefWeBBrBWqLsOLPnyEnDNl5vAfdxCzyKwYqS5AjR8eQp4A8zHotv6gZ4GHhS+LwPL1kbr0TjXY7gWUCk83JYv3wIu/u46Y/33gHOx6LbuUv+UBxwzg2Ybm6F/y2TeFawNN9LkrkmIcpqvnkzm4jlL3daG6ysPODI+yWUaoyGyjUOgHTKZ/Xkz3daGewrUJR2TNAFcwGUEx8xWtjH8mm18yc/6Fukz2/h/I7etZKdMZrDUHcGgtombSW0AV6319Gi7i/t/iS5ubHMZmAYeA+vAI6DsrxVw09/HS2DBSPMZXHe5Cjz3RzMW3WmlIREU6y41MWYkwyWCkgyXCEoyXCIoyXCJoCTDJYKSDJcISjJcIig/ARJguN464bdCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scale = Rescale(256)\n",
    "crop = RandomCrop(128)\n",
    "composed = transforms.Compose([Rescale(256),\n",
    "RandomCrop(224)])\n",
    "# 在样本上应用上述的每个变换。\n",
    "fig = plt.figure()\n",
    "sample = face_dataset[65]\n",
    "for i, tsfrm in enumerate([scale, crop, composed]):\n",
    "    transformed_sample = tsfrm(sample)\n",
    "    ax = plt.subplot(1, 3, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title(type(tsfrm).__name__)\n",
    "    show_landmarks(**transformed_sample)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fb04889b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 torch.Size([3, 224, 224]) torch.Size([68, 2])\n",
      "1 torch.Size([3, 224, 224]) torch.Size([68, 2])\n",
      "2 torch.Size([3, 224, 224]) torch.Size([68, 2])\n",
      "3 torch.Size([3, 224, 224]) torch.Size([68, 2])\n"
     ]
    }
   ],
   "source": [
    "transformed_dataset = FaceLandmarksDataset(csv_file='D:/dataset/faces/face_landmarks.csv',\n",
    "root_dir='D:/dataset/faces/',\n",
    "transform=transforms.Compose([\n",
    "Rescale(256),\n",
    "RandomCrop(224),\n",
    "ToTensor()\n",
    "]))\n",
    "for i in range(len(transformed_dataset)):\n",
    "    sample = transformed_dataset[i]\n",
    "    print(i, sample['image'].size(), sample['landmarks'].size())\n",
    "    if i == 3:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "20ec4026",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 torch.Size([8, 3, 224, 224]) torch.Size([8, 68, 2])\n",
      "1 torch.Size([8, 3, 224, 224]) torch.Size([8, 68, 2])\n",
      "2 torch.Size([8, 3, 224, 224]) torch.Size([8, 68, 2])\n",
      "3 torch.Size([8, 3, 224, 224]) torch.Size([8, 68, 2])\n",
      "4 torch.Size([8, 3, 224, 224]) torch.Size([8, 68, 2])\n",
      "im_size 224\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataloader = DataLoader(transformed_dataset, batch_size=8,\n",
    "shuffle=True, num_workers=0)\n",
    "# 辅助功能：显示批次\n",
    "def show_landmarks_batch(sample_batched):\n",
    "    \"\"\"Show image with landmarks for a batch of samples.\"\"\"\n",
    "    images_batch, landmarks_batch = \\\n",
    "    sample_batched['image'], sample_batched['landmarks']\n",
    "    batch_size = len(images_batch)\n",
    "    im_size = images_batch.size(2)\n",
    "    print(\"im_size\",im_size)\n",
    "    grid_border_size = 2\n",
    "    grid = utils.make_grid(images_batch)\n",
    "    plt.imshow(grid.numpy().transpose((1, 2, 0)))\n",
    "    for i in range(batch_size):\n",
    "        plt.scatter(landmarks_batch[i, :, 0].numpy() + i * im_size + (i + 1) *\n",
    "        grid_border_size,\n",
    "        landmarks_batch[i, :, 1].numpy() + grid_border_size,\n",
    "        s=10, marker='.', c='r')\n",
    "        plt.title('Batch from dataloader')\n",
    "      \n",
    "for i_batch, sample_batched in enumerate(dataloader):\n",
    "    print(i_batch, sample_batched['image'].size(),\n",
    "    sample_batched['landmarks'].size())\n",
    "    # 观察第4批次并停止。\n",
    "    if i_batch == 4:\n",
    "        plt.figure()\n",
    "        show_landmarks_batch(sample_batched)\n",
    "        plt.axis('off')\n",
    "        plt.ioff()\n",
    "        plt.show()\n",
    "        break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6e560cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
